## OGR data source with driver: ESRI Shapefile 
## Source: "C:\Users\roryb\OneDrive\Desktop\QMSS\Spring 2022\Group-E_Climate-Real-Estate\data\shape files", layer: "California_Zip_Codes"
## with 1721 features
## It has 9 fields
##     zip_code       date mean_rent
## 1      95401 2022-02-28    229080
## 2      95401 2022-01-31    221769
## 3      95401 2021-12-31    219648
## 4      95401 2021-11-30    214535
## 5      95401 2021-10-31    214157
## 6      95401 2021-09-30    211991
## 7      95401 2021-08-31    212227
## 8      95401 2021-07-31    210978
## 9      95401 2021-06-30    207557
## 10     95401 2021-05-31    203502
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## 12     95401 2021-03-31    198123
## 13     95401 2021-02-28    191110
## 14     95401 2021-01-31    216228
## 15     95401 2020-12-31    223934
## 16     95401 2020-11-30    228792
## 17     95401 2020-10-31    194114
## 18     95401 2020-09-30    189708
## 19     95401 2020-08-31    197053
## 20     95401 2020-07-31    193606
## 21     95401 2020-06-30    176161
## 22     95401 2020-05-31    175004
## 23     95401 2020-04-30    171791
## 24     95401 2020-03-31    171481
## 25     95401 2020-02-29    170791
## 26     95401 2020-01-31    169480
## 27     95401 2019-12-31    167294
## 28     95401 2019-11-30    166176
## 29     95401 2019-10-31    166060
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## class       : SpatialPolygonsDataFrame 
## features    : 6 
## extent      : -291756.3, 482646.6, 7831377, 10131299  (xmin, xmax, ymin, ymax)
## variables   : 2
## # A tibble: 6 x 2
##   zip_code po_name                
##   <chr>    <chr>                  
## 1 00012    Mt Meadows Area        
## 2 00016    Sequoia National Forest
## 3 00017    Northeast Fresno County
## 4 00018    Los Padres Ntl Forest  
## 5 00019    Lassen Ntl Forest      
## 6 00020    Sierra National Forest
## class       : SpatialPolygonsDataFrame 
## features    : 2347 
## extent      : -124.4152, -114.1312, 32.53434, 42.00952  (xmin, xmax, ymin, ymax)
## variables   : 4
## # A tibble: 2,347 x 4
##    zip_code po_name                 date  mean_rent
##    <chr>    <chr>                   <chr>     <dbl>
##  1 00012    Mt Meadows Area         <NA>         NA
##  2 00016    Sequoia National Forest <NA>         NA
##  3 00017    Northeast Fresno County <NA>         NA
##  4 00018    Los Padres Ntl Forest   <NA>         NA
##  5 00019    Lassen Ntl Forest       <NA>         NA
##  6 00020    Sierra National Forest  <NA>         NA
##  7 00022    Jackson St Forest       <NA>         NA
##  8 00026    East Tulare County      <NA>         NA
##  9 00028    Plumas Ntl Forest       <NA>         NA
## 10 00029    Tahoe National Forest   <NA>         NA
## # ... with 2,337 more rows
## Simple feature collection with 632 features and 4 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -122.8514 ymin: 38.33225 xmax: -122.519 ymax: 38.57335
## CRS:           +proj=longlat +datum=WGS84 +no_defs
## First 10 features:
##      zip_code    po_name       date mean_rent                       geometry
## 1327    95401 Santa Rosa 2021-07-31    210978 MULTIPOLYGON (((-122.794 38...
## 1328    95401 Santa Rosa 2021-06-30    207557 MULTIPOLYGON (((-122.794 38...
## 1329    95401 Santa Rosa 2022-02-28    229080 MULTIPOLYGON (((-122.794 38...
## 1330    95401 Santa Rosa 2022-01-31    221769 MULTIPOLYGON (((-122.794 38...
## 1331    95401 Santa Rosa 2021-12-31    219648 MULTIPOLYGON (((-122.794 38...
## 1332    95401 Santa Rosa 2021-11-30    214535 MULTIPOLYGON (((-122.794 38...
## 1333    95401 Santa Rosa 2021-10-31    214157 MULTIPOLYGON (((-122.794 38...
## 1334    95401 Santa Rosa 2021-09-30    211991 MULTIPOLYGON (((-122.794 38...
## 1335    95401 Santa Rosa 2021-08-31    212227 MULTIPOLYGON (((-122.794 38...
## 1336    95401 Santa Rosa 2020-06-30    176161 MULTIPOLYGON (((-122.794 38...
## Simple feature collection with 5 features and 4 fields
## Geometry type: MULTIPOLYGON
## Dimension:     XY
## Bounding box:  xmin: -122.8514 ymin: 38.34978 xmax: -122.519 ymax: 38.55546
## CRS:           +proj=longlat +datum=WGS84 +no_defs
##   zip_code    po_name       date mean_rent                       geometry
## 1    95401 Santa Rosa 2016-09-30    153100 MULTIPOLYGON (((-122.794 38...
## 2    95403 Santa Rosa 2016-09-30    145360 MULTIPOLYGON (((-122.736 38...
## 3    95405 Santa Rosa 2016-09-30    473517 MULTIPOLYGON (((-122.6486 3...
## 4    95407 Santa Rosa 2016-09-30    100884 MULTIPOLYGON (((-122.6873 3...
## 5    95409 Santa Rosa 2016-09-30    149907 MULTIPOLYGON (((-122.521 38...